Means of a Dirichlet process and multiple hypergeometric functions

A Lijoi, E Regazzini - 2004 - projecteuclid.org
The Lauricella theory of multiple hypergeometric functions is used to shed some light on
certain distributional properties of the mean of a Dirichlet process. This approach leads to …

Exact inference for random Dirichlet means

NL Hjort, A Ongaro - Statistical Inference for Stochastic Processes, 2005 - Springer
Two characterisations of a random mean from a Dirichlet process, as a limit of finite sums of
a simple symmetric form and as a solution of a certain stochastic equation, are developed …

The two-parameter Poisson–Dirichlet point process

K Handa - 2009 - projecteuclid.org
Abstract The two-parameter Poisson–Dirichlet distribution is a probability distribution on the
totality of positive decreasing sequences with sum 1 and hence considered to govern …

Stick-breaking PG (\alpha,\zeta)-Generalized Gamma Processes

LF James - arxiv preprint arxiv:1308.6570, 2013 - arxiv.org
This work centers around results related to Proposition 21 of Pitman and Yor's (1997) paper
on the two parameter Poisson Dirichlet distribution indexed by (\alpha,\theta) for 0<\alpha< …

Distributions of linear functionals of two parameter Poisson–Dirichlet random measures

LF James, A Lijoi, I Prünster - 2008 - projecteuclid.org
The present paper provides exact expressions for the probability distributions of linear
functionals of the two-parameter Poisson–Dirichlet process PD (α, θ). We obtain …

Distributional properties of means of random probability measures

A Lijoi, I Prünster - Statistics Surveys, 2009 - projecteuclid.org
The present paper provides a review of the results concerning distributional properties of
means of random probability measures. Our interest in this topic has originated from …

A New Bound on the Cumulant Generating Function of Dirichlet Processes

P Perrault, D Belomestny, P Ménard… - arxiv preprint arxiv …, 2024 - arxiv.org
In this paper, we introduce a novel approach for bounding the cumulant generating function
(CGF) of a Dirichlet process (DP) $ X\sim\text {DP}(\alpha\nu_0) $, using superadditivity. In …

Functionals of Dirichlet processes, the Cifarelli–Regazzini identity and beta-gamma processes

LF James - 2005 - projecteuclid.org
Suppose that P θ (g) is a linear functional of a Dirichlet process with shape θ H, where θ> 0
is the total mass and H is a fixed probability measure. This paper describes how one can …

Some explicit Krein representations of certain subordinators, including the Gamma process

C Donati-Martin, M Yor - Publications of the Research Institute for …, 2006 - ems.press
We give a representation of the Gamma subordinator as a Krein functional of Brownian
motion, using the known representations for stable subordinators and Esscher transforms. In …

On the posterior distribution of classes of random means

LF James, A Lijoi, I Prünster - 2010 - projecteuclid.org
The study of properties of mean functionals of random probability measures is an important
area of research in the theory of Bayesian nonparametric statistics. Many results are now …